Haeyong Kang
Ph. D. Dissertation, "Forget-free Subnetworks for Life-long Learning," Aug. 2023.
haeyong.kang [at] kaist [dot] ac [dot] kr
Latest Topics for Pursuing Research
Sparse / Pruned Neural Networks
ResNets
Transformers
Continual / Incremental Learning
Task/Class Incremental Learning (TIL/CIL) of Image Classification
Video Incremental Learning (VIL) of Neural Implicit Representation
Continual pre-training of Language models (CLMs)
Continual Learning of Knowledge Graph Embedding (KG)
Multimodal Representation Learning
Contrastive Language-Image Pretraining (CLIP)
Neural Implicit Representation (NIR)
Imbalanced Dataset Learning
Unbiased Scene Graph Generation
Continual Learning Topics
Subnetworks for Life-long Learning (slide, 2024.05)
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